Zenn
Open4

scrfd の CUDA11.3 + RTX3070 Docker環境構築

PINTOPINTO
ARG PYTORCH="1.7.0"
ARG CUDA="11.0"
ARG CUDNN="8"
ARG MM="2.8.0"

FROM pytorch/pytorch:${PYTORCH}-cuda${CUDA}-cudnn${CUDNN}-devel

ENV TORCH_CUDA_ARCH_LIST="6.0 6.1 7.0 8.6+PTX"
ENV TORCH_NVCC_FLAGS="-Xfatbin -compress-all"
ENV CMAKE_PREFIX_PATH="$(dirname $(which conda))/../"

RUN apt-get update \
&& apt-get install -y \
ffmpeg libsm6 libxext6 git ninja-build \
libglib2.0-0 libsm6 libxrender-dev libxext6 \
&& apt-get clean \
&& rm -rf /var/lib/apt/lists/*

RUN pip install mmcv-full -f https://download.openmmlab.com/mmcv/dist/cu110/torch1.7.0/index.html
RUN pip install mmdet

RUN conda clean --all
ENV FORCE_CUDA="1"

RUN git clone https://github.com/open-mmlab/mmtracking.git /mmtracking
WORKDIR /mmtracking
RUN pip install -r requirements/build.txt
RUN pip install -v -e .
PINTOPINTO
xhost +local: && \
docker run -it --rm --gpus all \
-v `pwd`:/home/user/workdir \
-v /tmp/.X11-unix/:/tmp/.X11-unix:rw \
--device /dev/video0:/dev/video0:mwr \
--net=host \
-e XDG_RUNTIME_DIR=$XDG_RUNTIME_DIR \
-e DISPLAY=$DISPLAY \
--privileged \
mmtracking:latest
PINTOPINTO
cd /home/user/workdir
conda install pip
pip install onnx onnx-simplifier
pip install mmcv-full==1.3.3 -f https://download.openmmlab.com/mmcv/dist/cu110/torch1.7.0/index.html
pip install -r requirements/build.txt
pip install -v -e .
PINTOPINTO
===========================================
python tools/scrfd2onnx.py \
configs/scrfd/scrfd_500m.py \
checkpoints/scrfd_500m.pth \
--shape 240 320 \
--input-img test.png

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_500m.py \
checkpoints/scrfd_500m.pth \
--shape 480 640 \
--input-img test.png

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_500m.py \
checkpoints/scrfd_500m.pth \
--shape 720 1280 \
--input-img test.png

============================================

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_500m_bnkps.py \
checkpoints/scrfd_500m_kps.pth \
--shape 240 320 \
--input-img test.png

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_500m_bnkps.py \
checkpoints/scrfd_500m_kps.pth \
--shape 480 640 \
--input-img test.png

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_500m_bnkps.py \
checkpoints/scrfd_500m_kps.pth \
--shape 720 1280 \
--input-img test.png

============================================

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_1g.py \
checkpoints/scrfd_1g.pth \
--shape 240 320 \
--input-img test.png

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_1g.py \
checkpoints/scrfd_1g.pth \
--shape 480 640 \
--input-img test.png

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_1g.py \
checkpoints/scrfd_1g.pth \
--shape 720 1280 \
--input-img test.png

============================================

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_2.5g.py \
checkpoints/scrfd_2.5g.pth \
--shape 240 320 \
--input-img test.png

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_2.5g.py \
checkpoints/scrfd_2.5g.pth \
--shape 480 640 \
--input-img test.png

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_2.5g.py \
checkpoints/scrfd_2.5g.pth \
--shape 720 1280 \
--input-img test.png

============================================

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_10g.py \
checkpoints/scrfd_10g.pth \
--shape 240 320 \
--input-img test.png

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_10g.py \
checkpoints/scrfd_10g.pth \
--shape 480 640 \
--input-img test.png

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_10g.py \
checkpoints/scrfd_10g.pth \
--shape 720 1280 \
--input-img test.png


============================================

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_34g.py \
checkpoints/scrfd_34g.pth \
--shape 240 320 \
--input-img test.png

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_34g.py \
checkpoints/scrfd_34g.pth \
--shape 480 640 \
--input-img test.png

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_34g.py \
checkpoints/scrfd_34g.pth \
--shape 720 1280 \
--input-img test.png


============================================

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_2.5g_bnkps.py \
checkpoints/scrfd_2.5g_kps.pth \
--shape 240 320 \
--input-img test.png

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_2.5g_bnkps.py \
checkpoints/scrfd_2.5g_kps.pth \
--shape 480 640 \
--input-img test.png

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_2.5g_bnkps.py \
checkpoints/scrfd_2.5g_kps.pth \
--shape 720 1280 \
--input-img test.png

============================================

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_10g_bnkps.py \
checkpoints/scrfd_10g_kps.pth \
--shape 240 320 \
--input-img test.png

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_10g_bnkps.py \
checkpoints/scrfd_10g_kps.pth \
--shape 480 640 \
--input-img test.png

python tools/scrfd2onnx.py \
configs/scrfd/scrfd_10g_bnkps.py \
checkpoints/scrfd_10g_kps.pth \
--shape 720 1280 \
--input-img test.png